{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析与可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. （任务1.2）计算每台售货机2017年5月份的交易额、订单量及所有售货机交易总额和订单总量\n",
    "2. （任务1.3）计算每台售货机每月的每单平均交易额与日均订单量\n",
    "3. （任务2.1）绘制2017年6月销量前5的商品销量柱状图\n",
    "4. （任务2.2）绘制每台售货机每月总交易额折线图及交易额月环比增长率柱状图\n",
    "5. （任务2.3）绘制每台售货机毛利润占总毛利润比例的饼图(假设饮料类毛利率为25% ,非饮料类为20% )\n",
    "6. （任务2.4）绘制每月交易额均值气泡图,横轴为时间,纵轴为商品的二级类目\n",
    "7. （任务2.5）绘制售货机C6、7、8三个月订单量的热力图,横轴以天为单位,纵轴以小时为单位"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. 导入模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 5月份的交易情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "place=['A','B','C','D','E']\n",
    "#使用两个列表存储数据\n",
    "month5_transaction_amount=list()\n",
    "monrh5_order_quantity=list()\n",
    "\n",
    "#计算\n",
    "for pla in place:\n",
    "    f=open('../数据/分割数据/task1-1'+pla+'.csv')\n",
    "    data=pd.read_csv(f)\n",
    "    data['支付时间'] = pd.to_datetime(data['支付时间']) #转换为时间格式\n",
    "    month5_sales_data=data[data['支付时间'].dt.month==5] #提取5月份数据\n",
    "    money=month5_sales_data['金额'].sum() #计算交易额\n",
    "    month5_transaction_amount.append(money)\n",
    "    quan=len(month5_sales_data['金额']) #计算订单量\n",
    "    monrh5_order_quantity.append(quan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>总和</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>交易额</th>\n",
       "      <td>2734.1</td>\n",
       "      <td>2902.5</td>\n",
       "      <td>2817.3</td>\n",
       "      <td>1872.2</td>\n",
       "      <td>4231.8</td>\n",
       "      <td>14557.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>订单量</th>\n",
       "      <td>679.0</td>\n",
       "      <td>734.0</td>\n",
       "      <td>665.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>1048.0</td>\n",
       "      <td>3625.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A       B       C       D       E       总和\n",
       "交易额  2734.1  2902.5  2817.3  1872.2  4231.8  14557.9\n",
       "订单量   679.0   734.0   665.0   499.0  1048.0   3625.0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#显示数据\n",
    "month5=pd.DataFrame(np.array([month5_transaction_amount+[np.sum(month5_transaction_amount)],\n",
    "                              monrh5_order_quantity+[np.sum(monrh5_order_quantity)]]),\n",
    "                    index=['交易额','订单量'],columns=place+['总和'])\n",
    "month5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 每台售货机每月的每单平均交易额与日均订单量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#总交易额\n",
    "total_amount=dict()\n",
    "#平均交易额\n",
    "mean_amount=dict()\n",
    "#日均订单量\n",
    "mean_quantity=dict()\n",
    "\n",
    "for pla in place:\n",
    "    f=open('../数据/分割数据/task1-1'+pla+'.csv')\n",
    "    data=pd.read_csv(f)\n",
    "    data['支付时间'] = pd.to_datetime(data['支付时间'])\n",
    "    #月份\n",
    "    for mon in range(1,13):\n",
    "        month_data=data[data['支付时间'].dt.month==mon]\n",
    "        money=month_data['金额'].sum()\n",
    "        quan=len(month_data['金额'])\n",
    "        #统计每个月有数据的天数\n",
    "        days=len(month_data.groupby(month_data['支付时间'].dt.day))\n",
    "        #以字典存储数据\n",
    "        total_amount.update({pla+str(mon):money})\n",
    "        mean_amount.update({pla+str(mon):round(money/quan,3)})\n",
    "        mean_quantity.update({pla+str(mon):int(float(quan)/days)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>一月</th>\n",
       "      <th>二月</th>\n",
       "      <th>三月</th>\n",
       "      <th>四月</th>\n",
       "      <th>五月</th>\n",
       "      <th>六月</th>\n",
       "      <th>七月</th>\n",
       "      <th>八月</th>\n",
       "      <th>九月</th>\n",
       "      <th>十月</th>\n",
       "      <th>十一月</th>\n",
       "      <th>十二月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>平均交易额</th>\n",
       "      <td>3.951</td>\n",
       "      <td>3.714</td>\n",
       "      <td>3.379</td>\n",
       "      <td>3.815</td>\n",
       "      <td>4.027</td>\n",
       "      <td>3.68</td>\n",
       "      <td>3.716</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.946</td>\n",
       "      <td>3.706</td>\n",
       "      <td>4.089</td>\n",
       "      <td>3.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日均订单量</th>\n",
       "      <td>12.000</td>\n",
       "      <td>4.000</td>\n",
       "      <td>47.000</td>\n",
       "      <td>13.000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>50.00</td>\n",
       "      <td>16.000</td>\n",
       "      <td>20.00</td>\n",
       "      <td>30.000</td>\n",
       "      <td>45.000</td>\n",
       "      <td>34.000</td>\n",
       "      <td>59.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           一月     二月      三月      四月      五月     六月      七月     八月      九月  \\\n",
       "平均交易额   3.951  3.714   3.379   3.815   4.027   3.68   3.716   3.24   3.946   \n",
       "日均订单量  12.000  4.000  47.000  13.000  22.000  50.00  16.000  20.00  30.000   \n",
       "\n",
       "           十月     十一月    十二月  \n",
       "平均交易额   3.706   4.089   3.55  \n",
       "日均订单量  45.000  34.000  59.00  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#A地区数据\n",
    "month_name=['一月', '二月', '三月', '四月', '五月','六月','七月','八月','九月','十月','十一月','十二月']\n",
    "A_mean_amount=list()\n",
    "A_mean_quantity=list()\n",
    "for mon in range(1,13):\n",
    "    A_mean_amount.append(mean_amount['A'+str(mon)])\n",
    "    A_mean_quantity.append(mean_quantity['A'+str(mon)])\n",
    "\n",
    "place_A=pd.DataFrame(np.array([A_mean_amount,A_mean_quantity]),index=['平均交易额','日均订单量'],columns=month_name)\n",
    "place_A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>一月</th>\n",
       "      <th>二月</th>\n",
       "      <th>三月</th>\n",
       "      <th>四月</th>\n",
       "      <th>五月</th>\n",
       "      <th>六月</th>\n",
       "      <th>七月</th>\n",
       "      <th>八月</th>\n",
       "      <th>九月</th>\n",
       "      <th>十月</th>\n",
       "      <th>十一月</th>\n",
       "      <th>十二月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>平均交易额</th>\n",
       "      <td>3.546</td>\n",
       "      <td>3.26</td>\n",
       "      <td>3.53</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.954</td>\n",
       "      <td>3.831</td>\n",
       "      <td>4.031</td>\n",
       "      <td>3.547</td>\n",
       "      <td>3.909</td>\n",
       "      <td>3.814</td>\n",
       "      <td>3.952</td>\n",
       "      <td>3.579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日均订单量</th>\n",
       "      <td>15.000</td>\n",
       "      <td>7.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>24.000</td>\n",
       "      <td>54.000</td>\n",
       "      <td>11.000</td>\n",
       "      <td>30.000</td>\n",
       "      <td>53.000</td>\n",
       "      <td>58.000</td>\n",
       "      <td>63.000</td>\n",
       "      <td>66.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           一月    二月     三月     四月      五月      六月      七月      八月      九月  \\\n",
       "平均交易额   3.546  3.26   3.53   3.62   3.954   3.831   4.031   3.547   3.909   \n",
       "日均订单量  15.000  7.00  40.00  17.00  24.000  54.000  11.000  30.000  53.000   \n",
       "\n",
       "           十月     十一月     十二月  \n",
       "平均交易额   3.814   3.952   3.579  \n",
       "日均订单量  58.000  63.000  66.000  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#B地区数据\n",
    "B_mean_amount=list()\n",
    "B_mean_quantity=list()\n",
    "for mon in range(1,13):\n",
    "    B_mean_amount.append(mean_amount['B'+str(mon)])\n",
    "    B_mean_quantity.append(mean_quantity['B'+str(mon)])\n",
    "\n",
    "place_B=pd.DataFrame(np.array([B_mean_amount,B_mean_quantity]),index=['平均交易额','日均订单量'],columns=month_name)\n",
    "place_B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>一月</th>\n",
       "      <th>二月</th>\n",
       "      <th>三月</th>\n",
       "      <th>四月</th>\n",
       "      <th>五月</th>\n",
       "      <th>六月</th>\n",
       "      <th>七月</th>\n",
       "      <th>八月</th>\n",
       "      <th>九月</th>\n",
       "      <th>十月</th>\n",
       "      <th>十一月</th>\n",
       "      <th>十二月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>平均交易额</th>\n",
       "      <td>3.916</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.514</td>\n",
       "      <td>3.946</td>\n",
       "      <td>4.237</td>\n",
       "      <td>3.942</td>\n",
       "      <td>3.793</td>\n",
       "      <td>3.869</td>\n",
       "      <td>4.118</td>\n",
       "      <td>3.901</td>\n",
       "      <td>4.092</td>\n",
       "      <td>3.766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日均订单量</th>\n",
       "      <td>12.000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>40.000</td>\n",
       "      <td>21.000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>53.000</td>\n",
       "      <td>24.000</td>\n",
       "      <td>38.000</td>\n",
       "      <td>50.000</td>\n",
       "      <td>63.000</td>\n",
       "      <td>59.000</td>\n",
       "      <td>70.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           一月   二月      三月      四月      五月      六月      七月      八月      九月  \\\n",
       "平均交易额   3.916  3.8   3.514   3.946   4.237   3.942   3.793   3.869   4.118   \n",
       "日均订单量  12.000  7.0  40.000  21.000  22.000  53.000  24.000  38.000  50.000   \n",
       "\n",
       "           十月     十一月     十二月  \n",
       "平均交易额   3.901   4.092   3.766  \n",
       "日均订单量  63.000  59.000  70.000  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#C地区数据\n",
    "C_mean_amount=list()\n",
    "C_mean_quantity=list()\n",
    "for mon in range(1,13):\n",
    "    C_mean_amount.append(mean_amount['C'+str(mon)])\n",
    "    C_mean_quantity.append(mean_quantity['C'+str(mon)])\n",
    "\n",
    "place_C=pd.DataFrame(np.array([C_mean_amount,C_mean_quantity]),index=['平均交易额','日均订单量'],columns=month_name)\n",
    "place_C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>一月</th>\n",
       "      <th>二月</th>\n",
       "      <th>三月</th>\n",
       "      <th>四月</th>\n",
       "      <th>五月</th>\n",
       "      <th>六月</th>\n",
       "      <th>七月</th>\n",
       "      <th>八月</th>\n",
       "      <th>九月</th>\n",
       "      <th>十月</th>\n",
       "      <th>十一月</th>\n",
       "      <th>十二月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>平均交易额</th>\n",
       "      <td>3.545</td>\n",
       "      <td>3.08</td>\n",
       "      <td>3.9</td>\n",
       "      <td>3.509</td>\n",
       "      <td>3.752</td>\n",
       "      <td>3.726</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.626</td>\n",
       "      <td>3.565</td>\n",
       "      <td>3.64</td>\n",
       "      <td>3.428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日均订单量</th>\n",
       "      <td>11.000</td>\n",
       "      <td>5.00</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13.000</td>\n",
       "      <td>16.000</td>\n",
       "      <td>31.000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.00</td>\n",
       "      <td>30.000</td>\n",
       "      <td>35.000</td>\n",
       "      <td>38.00</td>\n",
       "      <td>50.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           一月    二月    三月      四月      五月      六月    七月     八月      九月  \\\n",
       "平均交易额   3.545  3.08   3.9   3.509   3.752   3.726   3.8   3.29   3.626   \n",
       "日均订单量  11.000  5.00  44.0  13.000  16.000  31.000  10.0  22.00  30.000   \n",
       "\n",
       "           十月    十一月     十二月  \n",
       "平均交易额   3.565   3.64   3.428  \n",
       "日均订单量  35.000  38.00  50.000  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#D地区数据\n",
    "D_mean_amount=list()\n",
    "D_mean_quantity=list()\n",
    "for mon in range(1,13):\n",
    "    D_mean_amount.append(mean_amount['D'+str(mon)])\n",
    "    D_mean_quantity.append(mean_quantity['D'+str(mon)])\n",
    "\n",
    "place_D=pd.DataFrame(np.array([D_mean_amount,D_mean_quantity]),index=['平均交易额','日均订单量'],columns=month_name)\n",
    "place_D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>一月</th>\n",
       "      <th>二月</th>\n",
       "      <th>三月</th>\n",
       "      <th>四月</th>\n",
       "      <th>五月</th>\n",
       "      <th>六月</th>\n",
       "      <th>七月</th>\n",
       "      <th>八月</th>\n",
       "      <th>九月</th>\n",
       "      <th>十月</th>\n",
       "      <th>十一月</th>\n",
       "      <th>十二月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>平均交易额</th>\n",
       "      <td>3.926</td>\n",
       "      <td>3.624</td>\n",
       "      <td>4.193</td>\n",
       "      <td>3.841</td>\n",
       "      <td>4.038</td>\n",
       "      <td>3.605</td>\n",
       "      <td>3.743</td>\n",
       "      <td>3.68</td>\n",
       "      <td>3.851</td>\n",
       "      <td>3.607</td>\n",
       "      <td>4.013</td>\n",
       "      <td>3.951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日均订单量</th>\n",
       "      <td>11.000</td>\n",
       "      <td>8.000</td>\n",
       "      <td>45.000</td>\n",
       "      <td>25.000</td>\n",
       "      <td>34.000</td>\n",
       "      <td>76.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>52.00</td>\n",
       "      <td>121.000</td>\n",
       "      <td>81.000</td>\n",
       "      <td>148.000</td>\n",
       "      <td>91.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           一月     二月      三月      四月      五月      六月      七月     八月       九月  \\\n",
       "平均交易额   3.926  3.624   4.193   3.841   4.038   3.605   3.743   3.68    3.851   \n",
       "日均订单量  11.000  8.000  45.000  25.000  34.000  76.000  23.000  52.00  121.000   \n",
       "\n",
       "           十月      十一月     十二月  \n",
       "平均交易额   3.607    4.013   3.951  \n",
       "日均订单量  81.000  148.000  91.000  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#E地区数据\n",
    "E_mean_amount=list()\n",
    "E_mean_quantity=list()\n",
    "for mon in range(1,13):\n",
    "    E_mean_amount.append(mean_amount['E'+str(mon)])\n",
    "    E_mean_quantity.append(mean_quantity['E'+str(mon)])\n",
    "\n",
    "place_E=pd.DataFrame(np.array([E_mean_amount,E_mean_quantity]),index=['平均交易额','日均订单量'],columns=month_name)\n",
    "place_E"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 绘制6月销量前5的商品销量柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设置默认字体\n",
    "plt.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "f=open('../数据/初步处理数据.csv')\n",
    "sell_data=pd.read_csv(f)\n",
    "sell_data['支付时间'] = pd.to_datetime(sell_data['支付时间'])\n",
    "month6_sales_data=sell_data[sell_data['支付时间'].dt.month==6]   #6月份整体数据  #产生的数据为series类型，包含两列信息\n",
    "goods=month6_sales_data['商品'].value_counts()  #统计商品销量\n",
    "#goods.index存储商品名称，goods.values存储销量\n",
    "#销量前五的商品名称\n",
    "goods_name=goods.index[0:5]\n",
    "x=range(0,5)\n",
    "#对应的销量\n",
    "good_count=goods.values[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e705052198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize = (8,4))\n",
    "plt.bar(x,good_count,width=0.6)\n",
    "plt.xticks(x, goods_name) #,rotation=10\n",
    "#在柱状图上方添加数值\n",
    "for x, y in enumerate(good_count):\n",
    "    plt.text(x, y + 3, '%s' % y, ha='center', va='bottom')\n",
    "plt.xlabel(\"商品\") #X轴标签\n",
    "plt.ylabel(\"销量\") #Y轴标签\n",
    "plt.ylim(0,700)\n",
    "plt.title(\"6月份销量前5的商品销量\") #标题\n",
    "plt.savefig('../图片/任务2/任务2.1-柱状图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 总交易额折线图及交易额月环比增长率柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e705248c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#每台售货机每月总交易额折线图\n",
    "months=[i for i in range(1,13)] #月份\n",
    "plt.subplots(figsize = (8,4))\n",
    "for pla in place:\n",
    "    #新建一个列表保存数据\n",
    "    money=list()\n",
    "    for mon in months:\n",
    "        money.append(total_amount[pla+str(mon)])\n",
    "    plt.plot(months, money,  mec='r', mfc='w',label=pla+'售货机')\n",
    "\n",
    "plt.legend()  # 让图例生效\n",
    "plt.xticks(months, month_name)\n",
    "plt.xlabel(\"月份\") #X轴标签\n",
    "plt.ylabel(\"总交易额\") #Y轴标签\n",
    "plt.title(\"每台售货机每月总交易额\") #标题\n",
    "plt.savefig('../图片/任务2/任务2.2-折线图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e705b13d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e706b79f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e707043588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e706de87f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ExBpt0l1VVcdBTgVe3midnC1pU0nrArsDV622CkZErOFWa4tD0i7AVrY/1kg+FJgJfFQSwDuBo4AfAHcDn7R97bDrGhERxWoJHLbn1p/nAed1zXsb8LYeiz1m4msWERHjmXRdVRERMbklcERERCsJHBER0UoCR0REtJLAERERrSRwREREKwkcERHRSgJHRES0ksARERGtJHBEREQrCRwREdFKAkdERLSSwBEREa0kcERERCsJHBER0UoCR0REtJLAERERrQw9cEjaRNL5Y8yfLul/JP1Y0stHS4uIiNVjqIFD0obAF4D1xsj2emCh7R2B50p60ChpERGxGgy7xXEvcABw6xh55gJfrdM/AuaMkrYcSfMkLZC0YPHixYOqb0REdBlq4LB9q+1bxsm2HnBDnV4CbDJKWve6T7Q9x/ackZGRQVU5IiK6TFvdFejhNmAd4BZg/fq9V1pExISZdeiZq7yORcfsM4CaTD6TMXAsBHYCvg7MBi4eJS1iTPnHj5gYqzVwSNoF2Mr2xxrJXwC+I2lnYCvgJ5Ruqu60iIhYDVbLfRy259af53UFDWxfB+wG/BjY1fa9vdKGXOWIiKgmY1cVtv/AsquoRk2LiIjhy53jERHRSgJHRES0ksARERGtJHBEREQrCRwREdFKAkdERLSSwBEREa0kcERERCsJHBER0UoCR0REtJLAERERrSRwREREKwkcERHRSgJHRES0ksARERGtDDVwSDpJ0kWSjhhl/mskza+fyyV9StI0Sdc30rceZp0jImJ5QwsckvYHptreAdhC0pbdeWyfYHtufUPg+cCngW2AUzvptn86rDpHRMSKhtnimMuyN/idA+w0WkZJmwOb2F4AbA/sK+mS2mLp+dZCSfMkLZC0YPHixQOuekREdAwzcKwH3FCnlwCbjJH3tcAJdfpSynvGtwOmA3v3WsD2ibbn2J4zMjIyoCpHRES3YQaO24B16vT6o5UtaQrwDGB+TbrS9h/r9AJghS6uiIgYnmEGjoUs656aDSwaJd/OwE9su34/WdJsSVOB/YArJrSWERExpmEGjtOAF0k6Dng+cLWk9/TItwfwo8b3o4GTgcuBi2yfO+E1jYiIUfUcaJ4Itm+VNBfYDTjW9o30aD3YPqzr+1WUK6siImISGFrgALB9M8uurIqIiPuh3DkeERGtJHBEREQrCRwREdHKUMc4ordZh565yutYdMw+A6hJRMT40uKIiIhWEjgiIqKVBI6IiGhl3MAhaa2u79MkvXziqhQREZPZmIGjPh/qR5KOUvFS4C3Ac4ZRuYiImHzGDBy27wXuAH5NecDgtsCpwNKJr1pERExG/YxxmPIeje8AGwL/WdMiImINNF5X1QGUIPFI4MvAp4AZwOaSni/poImvYkRETCbj3QC4CTAT2ILyAqWDgQcBawObAmuNvmhERDwQjTfG8RHgd8BvgL8BJwG3AL+2fbztYye+ihERMZn0M8YxBVgMvITykqVXTmiNIiJiUhtvjGMa5T3h2wG/pbxL470se3d4K5JOknSRpCNGK0/S9ZLm18/WNf0oSZdK+vjKlBsREYMzXlfVUtvb2X6n7btsXw68jZV4GZOk/YGptncAtpC0ZY9s2wCn2p5bPz+V9CTKu8q3A26StGvbsiMiYnD6fuSIpF2gvALW9uckrd+yrLksCzjnUIJBt+2BfSVdUlsn04CnA9+wbeBsYOdR6jdP0gJJCxYvXtyyahER0a82z6p6d2dC0jrAxfVnv9aj3A8CsIRyxVa3S4FdbW8HTAf27nM5bJ9oe47tOSMjIy2qFRERbYw3xrFv4+vdjemPAafZvqNFWbexbGxk/VHKvtL2H+v0AsolwP0sFxERQzLeQXg3SUfVaUuaIeljlEeOvKNlWQtZ1j01G1jUI8/JkmbXZ2TtB1zR53IRETEk4w2OvxHYqD4NdwYwH7gcOIv2jx05DXiRpOOA5wNXS3pPV56jgZNrGRfZPhe4ANhW0vHAoZRnZUVExGrSz6tj3wC8H1hqey6ApE8DDwNO7Lcg27dKmgvsBhxr+0ZKi6KZ5yrKlVXNtPvqlVT7AMfb/m2/ZUZExOCNGTgkvRu4h/KE3JmSOt1TfwWOlfQj29f0W5jtm1mJS3nrWMrX2y4XERGDN16L4yLg3jq9P/CTxrxfUQauIyJiDTJm4LD9nc60pCNtnz3xVYoHolmHnrnK61h0zD4DqElErKo2l7Z+ZMJqERER9xv9vHN8a0lPBX7feXZURESsuUbtqpL0YGBz4HjgGuB2YIakR1HeBChgE9v/NIyKRkTE5DBWi2Nz4Ehga+CbwFbATykvcXo/cCzlXR0REbEGGTVw2P657YOAqyj3ciwFnka58a9z81/ePR4RsYYZNXBI2lTSqcC6lJbH3cAPKV1Ua9fP1GFUMiIiJo+xuqruAt5JGds4rObdHvhf4LmUZ0ndNNEVjIiIyWXUwXHbS4Alkv6V8ojz11Ie+fFnSR+2/aZhVTIiIiaP8R458j7gTkr31POBpZIEzJW0pe1fDqGOERExiYz3yJHvUwIHwB7AuZQgcjNwAND9dNuIiHiAG++RI98HkDQF+LrtC+v3y4CXTnjtIiJi0un3kSNr2z6u8f0O4De12yoiItYg/Txy5JXAJ7qSH0YZLP/sRFQqIiImr35aHJ8FHiFpTifB9v8Bzwb+caIqFhERk9O4gcP2fcDrKPd0tFq2m6STJF0k6YhR5m8g6SxJ50j6Vn3H+TRJ10uaXz950GJExGo03uW4V1Pe9mdgU0kXNmavQ3mPeF8k7Q9Mtb2DpM+OcjnvvwHH2f6epBOAPYHfA6faflu/ZUVExMQZ76qqx3WmJb3W9sfr9BuAk+urYPs1l2WvjT0H2AlYLnDYbo6ljFDuTN8e2FfSMygPWTzY9tLulUuaB8wDmDlzZotqRUREG226m17amL4N+PeWZa0H3FCnlwCbjJZR0g7AhrYvBi4FdrW9HeUO9r17LWP7RNtzbM8ZGRlpWbWIiOhXm8BxR2P6C8DekjZusfxtlO4tgPVHK1vSRsBHgZfXpCtt/7FOLwC2bFFmREQM2JiBQ9IVdTD7IuDBki6s4xwXAA8HXtSirIWU7imA2cCiHuXNAL4GvN32dTX5ZEmzJU2lPFjxihZlRkTEgI03xjF7tHmSptq+t0VZpwHnS9oM2As4UNJ7bDevsHoF8ETgcEmHAycARwNfojzq5Azb57YoMyIiBmysV8dOAfawfVZX+kGUA/htbQqyfaukucBuwLG2b6Sr9WD7BEqw6LZNm7IiImLijDfG8ebOhKSHSjod2JXxH47Yk+2bbX+1Bo2IiLgfGut9HPdJ2lDSLNuLgIOAT3a3QCIiYs0yXsthI+BDkh5LuQnwdklvpow3CHiQ7adMcB0jImISGS9w/ML2c+oVTftS3j2+AHin7XsmvHYRETHpjDrGIWk65XEj2L7X9unAU4C/Ad+WtPZwqhgREZPJWIPjBn4HJYhIOqlefnst5Wqou4ZQv4iImGTGGhxfKum5kjakjGfsKumzlHGPP9n2sCoZERGTx3hjHFcDh1CeEfW1Oj0F+JKkGbbvnuD6RUTEJDPeDYCftL2kTh9pe0md9zHKc6cSOCIi1jDj3cfxG0mPAu4Ffiup87zyyynPrro9V1dFRKxZxuuqOgc4G9gD+C5lrGO3mj4deDTlSquIiFhDjBc4rrX9Mkk/sP1yAEnfa0xfOuE1jIiISWW8Z1X1unKqmbbjAOsSERH3A21e5NShzkSuqoqIWPP0Gzg8ynRERKxhxgscm0o6D9hA0jmSfgw8VtLpkl5cn2EVERFrkPHeAPjYXumSZgHzgIslbd/vmwAlnQRsBZxp+z395ulnuYiIGI6VGePA9iLbhwHPaxE09gem2t4B2ELSlv3k6We5iIgYHg3rkVOSPgJ81/Z3JB0IrGP7c+PlAbYdb7m67DxKK4iZM2c+6brrrlupes469MyVWq5p0TH7rPI64v4pfz8TY03Yr5NhGyUttD1nvHwr1eJYSesBN9TpJcAmfebpZzlsn2h7ju05IyMjA6t0REQsb5iB4zZKCwJg/VHK7pWnn+UiImJIhnkQXgjsVKdnA4v6zNPPchERMSTjPXJkkE4Dzpe0GbAXcKCk99g+Yow821PuG+lOi4iI1WRoLQ7btwJzgYuBZ9i+oito9MpzS6+0YdU5IiJWNMwWB7ZvBr7aNk8/y0VExHBkoDkiIlpJ4IiIiFYSOCIiopUEjoiIaCWBIyIiWkngiIiIVhI4IiKilQSOiIhoJYEjIiJaSeCIiIhWEjgiIqKVBI6IiGglgSMiIlpJ4IiIiFYSOCIiopWhBQ5JJ0m6SNIRY+TZQNJZks6R9C1JMyRNk3S9pPn1s/Ww6hwRESsaSuCQtD8w1fYOwBaSthwl678Bx9neHbgR2BPYBjjV9tz6+ekw6hwREb0Nq8Uxl2Vv8DsH2KlXJtufsP29+nUEuInyjvF9JV1SWy0931ooaZ6kBZIWLF68eLC1j4iIv5uQwCHpU42upfnA64Eb6uwlwCbjLL8DsKHti4FLgV1tbwdMB/butYztE23PsT1nZGRkUJsSERFdJuSd47YPbn6XdDywTv26PmMELEkbAR8F/rUmXWn7rjq9ABitm2sgFh2zz0SuPiLifm9YXVULWdY9NRtY1CuTpBnA14C3276uJp8sabakqcB+wBUTXNeIiBjDhLQ4ejgNOF/SZsBewPaStgIOst28yuoVwBOBwyUdDpwAHA18CRBwhu1zh1TniIjoYSiBw/atkuYCuwHH2r4FuAU4oivfCZRg0W2bCa9kRET0ZVgtDmzfzLIrqyIi4n4qd45HREQrCRwREdFKAkdERLQytDGOiIiVlfurJpe0OCIiopW0OCIiJoH7U6sqLY6IiGglgSMiIlpJ4IiIiFYSOCIiopUEjoiIaCWBIyIiWkngiIiIVhI4IiKilQSOiIhoJYEjIiJaGVrgkHSSpIskHTFGnmmSrpc0v362rulHSbpU0seHVd+IiOhtKIFD0v7AVNs7AFtI2nKUrNsAp9qeWz8/lfQkYCdgO+AmSbsOo84REdHbsFocc1n22thzKIGgl+2BfSVdUlso04CnA9+wbeBsYOdeC0qaJ2mBpAWLFy8ebO0jIuLvJiRwSPpUo7tpPvB64IY6ewmwySiLXgrsans7YDqwN7BeP8vaPtH2HNtzRkZGBrQlERHRbUIeq2774OZ3SccD69Sv6zN6wLrS9l11egGwJXBbn8tGRMQQDOsgvJBl3VOzgUWj5DtZ0mxJU4H9gCtaLBsREUMwrBc5nQacL2kzYC9ge0lbAQfZbl5ldTTwJUDAGbbPlTQFeH9ttexZPxERsZoMJXDYvlXSXGA34FjbtwC3AEd05buKcmVVM+2+eiXVPsDxtn87jDpHRERvQ3t1rO2bWXZlVdtl7wC+PtgaRUTEyshAc0REtJLAERERrSRwREREKwkcERHRSgJHRES0ksARERGtJHBEREQrCRwREdFKAkdERLSSwBEREa0M7ZEjEWuCRcfss7qrEDHh0uKIiIhWEjgiIqKVBI6IiGglgSMiIloZWuCQdJKkiyQdMUae10iaXz+XS/qUpGmSrm+kbz2sOkdExIqGEjgk7Q9Mtb0DsIWkLXvls32C7bm25wLnA5+mvBHw1E667Z8Oo84REdHbsFocc1n29r9zgJ3Gyixpc2AT2wuA7YF9JV1SWy09LyGWNE/SAkkLFi9ePMCqR0RE04QEjtrF1Olamg+8Hrihzl4CbDLOKl4LnFCnLwV2tb0dMB3Yu9cCtk+0Pcf2nJGRkVXehoiI6G1CbgC0fXDzu6TjgXXq1/UZI2BJmgI8Azi8Jl1p+646vQDo2c0VERHDMaw7xxdSuqcuBmYD146Rd2fgJ7Zdv58s6b3AVcB+wPvGLWzhwj9Jum7VqjymjYE/TeD6V3d5KfOBU96aUuaasI3DKPMf+sk0rMBxGnC+pM2AvYDtJW0FHGS7+yqrPYAfNb4fDXwJEHCG7XPHK8z2hPZVSVpge85ElrE6y0uZD5zy1pQy14RtXF1l9jKUwGH7Vklzgd2AY23fAtwCrHBpru3Dur5fRbmyKiIiJoGhPeTQ9s0su7IqIiLup3Ln+Mq/hx9vAAAHdUlEQVQ58QFeXsp84JS3ppS5Jmzj6ipzBVo2Bh0RETG+tDgiIqKVBI6IiGglbwBcSZKuAW7sSn4MsLvtK1uuaypwn7v6DSUJmGL73kGWKekcxj5p2Kdz0+WAt3OG7btHmTfd9j2DLrOubxqwn+2vjzJ/oOXVde4MHGq75ysBJ2AbHwtcAzwaeLHtw7vmT8Q2zgDu6f67nWj1Qal/sf2xHvNWeTvHWn+LOvZdj2GXNwgJHF0kvRE4BLira9aDgINtn1a/31gfxthc9vPA31ai2LcB+0m6ryt9CuVKtP8ccJkb236ipN2AzqNc5tueL+lioFmPQW7nByU9rk5vC1zWmPc74GUTUCaU7TlY0lTbX+kxf9DlAdwJ/HWM+YMu8zuUpyr8GXjyEMoD+A/K/8kHe82cwIPZncDSUeYNYjvHWn+/2tSjZ3ktjkVty1tlCRxdbB8PHN9H1gfX53A1PQZ410qU+T76uCN+gGV2zvo3AP4CLHfDZOfMf8BlYvuNnWlJ37O92yhZV7nM2sqYYft22/dJejXwrMb8qZTW3D2DKK+Hv5+FS3oM8DRgT+Dzts8YZJl1W/5oeynwJ0nr9sg2Edsoxr6LeagHs2oitnO11KPFsWgg5bWRwLHyltjetZlQ/ylWiqS1Gs/k6qR1d+0MtExKa+NMyrPBRjOwMuu7VI6nHFRnS+o8BeAnXV0rgyjzCcCnJXXv0wPq5DTKDajfHVB5neXWodywui+wi6SfAT8DzqvldR63M8jf5ROA5usG7pG0ru3bG2mD3MaPAI+o5d4u6YXAo4A9bf+ikXUgBzNJrwUOAjonNI8E7pV0YP0+A/ii7U+yEtvZ5/r/G/hkp9u4xzqmArbdaa2PWo+W29OvQR8bxpTAsfJ6ndWtiksk3dOV9mfKI1gGXqakDYCnAodRHnu/vqTpPbIOcjuvAp5JOfvey/ahkjYFjht0mfWR/NsCSBqxvbhOb2r7j4Mur677P4BXApdQumguBJ4zyhjAIPfrXOCHje8/oXRXNdMGWd5/AjcDJ1GeBLFA0g+B27ryDeRgZvvjwMcb6zgEuG2UA2vr7exn/ZKOBP4qqecYHeVg/0bKO4TGrEfL7enXoI9HY0rgWHkzG2fMHVuxkk1D27OHXOangSNtL5X0feC9wL9MZJmdA6jKi7x+WZPXpfTxTkiZkh4EXC5pF2ARcKGk59XAMujyPmT72FruHOCQMQaOB1JmvYDiIGD3RvK3gRexfOAY5O/x+lr2E4Cf1+QHUx4j1DTUg1k10P/LDtvvBt69uusxWcpL4GiQpLGuEKn/pFMpTcvLbP9L1/zPT2DdHjXgMl9s+04A2xcAT6/ru3gCy+x4NOXgBuXg8vfupAko8wPAV2xfW9fzCuBLkubUZ6gNrLyusaEVSNrI9pIBb+NzKa8e+HOjHhdI+rCkR9v+xUT8HlWu4vqD7c54xTqN6Y6hHswm8O916PXo91hUT/yGvt0JHMt7k6Q3sazvsdsM4K2Uvt1v9Jg/jcagaD9qv+ZhLBuw7rYWcBTwpEGVSTlwf7f87a1gq3r10b3AvEGVKWl34FjK1SOzgL0l3UkJHBtLejJlO3cYYJkvonTHPaWTZvs8SadTxlpexgC3sct9wIikKXVwXsApkj5K6apb5TIlPRE4Btixx+y3AV9RebjoRGzjW4Av9KjT44H/o7x3Z6IOZlMoA/PdBrWdo62/X23r0au8fo9FX1mJ8lad7XxafCiDgAuB6Y20tSgvmVoArDXZywSuGGPexZSXbg26zOnAtDHmTwH+cVBlAhtRBqK37DFvXeCLwD9P1O+ylnFa3Z+dz9cHWSZloHnHMebPo7zfZqDbSOnSXEi5Kq2T9qv68zjgFcD7gZf2WPYU4B9W8f/hCOD1E/U/0mv9LZZtXY9hlzeIT55VtRLUuFmtkTbFy66omNRlSnqI7b8Ms8wWdRvkdnZaTkMpr0W9hlrmgPfpo4HvAc+0/atG+qXU1iOllfdVYHsvu6lzLeDHNfuO7rqCcBBWx+9yMtRjtfwNJ3BERBuSHurGmMooeSbFQTwmRgJHRES0koccRkREKwkcERHRSi7HjRgw9fFwP0nvp1xC+b+UK59+DzzD9meGWdeIlZEWR8Tg3Wh7bvNDeSbW3wAkrQ3sRHk68A7AC4HrgeevpvpGtJIWR8Tgjfdwv4OBH9q+V9JrgA/YvkfStZKeavvCIdY1orUEjojBG+vJqI+kvGPhJEnPoLzAq/Nk23cB35S0r+2x3uURsVqlqypi8MZ6uN/OlBcfbUi5u3o9STfXFsollAcFHjThNYxYBbmPI2LAJP2e8hrXpq2Ap9peJGknYFfKs7vuBs6wvbektwMLbH9vuDWOaCddVRED1OZJpbZvrw93vKomrQXc3p0vYrJJV1XEYPXzpNIpwBRJMyjjGp+r6SOs+E6LiEknLY6IAamtjd2BdzTSmg/369zbsRblsdj/BXzJ9s9ri2RDoPnq1YhJKWMcEQPU5uF+472sJ2KySuCIiIhWMsYRERGtJHBEREQrCRwREdFKAkdERLTy/wHesFQmBOj0wAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e7053228d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "months=[i for i in range(2,13)] #月份\n",
    "month_name = ['二月', '三月', '四月', '五月','六月','七月','八月','九月','十月','十一月','十二月']\n",
    "#交易额月环比增长率柱状图\n",
    "for pla in place:\n",
    "    #新建一个列表保存数据\n",
    "    growth_rate=list()\n",
    "    for mon in months:\n",
    "        growth_rate.append((total_amount[pla+str(mon)]-total_amount[pla+str(mon-1)])/total_amount[pla+str(mon-1)])\n",
    "    plt.bar(months,growth_rate,width=0.6)\n",
    "    plt.xticks(months, month_name)\n",
    "    plt.title(pla+'售货机每月总交易额的月环比增长率')\n",
    "    plt.xlabel(\"月份\") #X轴标签\n",
    "    plt.ylabel(\"月环比增长率\") #Y轴标签\n",
    "    plt.savefig('../图片/任务2/任务2.2-'+pla+'售货机每月总交易额的月环比增长率.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 毛利润饼状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算总的毛利润\n",
    "f=open('../数据/初步处理数据.csv')\n",
    "data=pd.read_csv(f)\n",
    "#分别计算饮料和非饮料的总收入\n",
    "total_income=data.groupby(data['商品大类'])['金额'].sum()\n",
    "#分别计算饮料和非饮料的毛利润\n",
    "NonDrink_total_profit=total_income['非饮料']*0.2\n",
    "Drink_total_profit=total_income['饮料']*0.25\n",
    "#总的毛利润\n",
    "total_profit=NonDrink_total_profit+Drink_total_profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算各个地区的毛利润\n",
    "profit=list()  #保存地区利润\n",
    "for pla in place:\n",
    "    f=open('../数据/分割数据/task1-1'+pla+'.csv')\n",
    "    place_data=pd.read_csv(f)\n",
    "    #分别计算各个地区的饮料和非饮料的总收入\n",
    "    place_income=place_data.groupby(place_data['商品大类'])['金额'].sum()\n",
    "    #分别计算各个地区的饮料和非饮料的毛利润\n",
    "    NonDrink_place_profit=place_income['非饮料']*0.2\n",
    "    Drink_place_profit=place_income['饮料']*0.25\n",
    "    place_profit=NonDrink_place_profit+Drink_place_profit\n",
    "    #保存于列表中\n",
    "    profit.append(round(place_profit/total_profit*100,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e7053d94a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘图\n",
    "labels ='A区售货机','B区售货机','C区售货机','D区售货机','E区售货机'\n",
    "plt.subplots(figsize = (5,5))\n",
    "plt.axes(aspect=1) #标准圆\n",
    "plt.pie(x=profit,labels= labels,autopct='%0.3f%%')\n",
    "plt.savefig('../图片/任务2/任务2.3-饼状图.png')\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. 每月交易额均值气泡图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246291202b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=open('../数据/初步处理数据.csv')\n",
    "data=pd.read_csv(f)\n",
    "data=data.loc[:,['支付时间','金额','商品二级类']]\n",
    "data['支付时间'] = pd.to_datetime(data['支付时间'])\n",
    "group=data.groupby(['商品二级类',data['支付时间'].dt.month])['金额'].sum()\n",
    "\n",
    "#设置每月天数\n",
    "month_day=list()\n",
    "for mon in range(1,13):\n",
    "    if mon in [1,3,5,7,8,10,12]:\n",
    "        month_day.append(31)\n",
    "    elif mon in [4,6,9,11]:\n",
    "        month_day.append(30)\n",
    "    else:\n",
    "        month_day.append(28)\n",
    "\n",
    "#处理元组数据，元组数据中包含二级类和月份，主要是分离两个属性，构成一个列表\n",
    "m=list(map(list,zip(*list(group.index))))  \n",
    "\n",
    "#分离三种数据\n",
    "x=m[1]  #月份数据\n",
    "y=m[0]  #二级类\n",
    "z=group.values #总交易额\n",
    "\n",
    "#计算交易额均值\n",
    "for i in range(len(z)):\n",
    "    j=i%12\n",
    "    z[i]=z[i]/month_day[j]\n",
    "\n",
    "names = ['一月', '二月', '三月', '四月', '五月','六月','七月','八月','九月','十月','十一月','十二月']\n",
    "plt.subplots(figsize = (12,10))\n",
    "plt.scatter(x,y,s=z*3,alpha=0.6,c=x)\n",
    "plt.xticks(x, names)\n",
    "plt.xlabel(\"月份\") #X轴标签\n",
    "plt.ylabel(\"二级类\") #Y轴标签\n",
    "plt.savefig('../图片/任务2/任务2.4-气泡图.png',dpi=1000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246308282b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246305690b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246306f6d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=open('../数据/分割数据/task1-1C.csv')\n",
    "C_data=pd.read_csv(f)\n",
    "C_data['支付时间'] = pd.to_datetime(C_data['支付时间'])\n",
    "for mon in range(6,9):\n",
    "    month_data=C_data[C_data['支付时间'].dt.month==mon]\n",
    "    order_quantity_group=month_data.groupby([month_data['支付时间'].dt.day,month_data['支付时间'].dt.hour]).size()\n",
    "    m=list(map(list,zip(*list(order_quantity_group.index))))  #分离元组，包含天和小时数据\n",
    "    #新建一个矩阵\n",
    "    if mon == 6:\n",
    "        day=30\n",
    "    else:\n",
    "        day=31\n",
    "    new_array=np.zeros((day,24))    \n",
    "    for i,j in zip(m[0],m[1]):\n",
    "        new_array[i-1][j]=order_quantity_group[(i,j)]\n",
    "        \n",
    "    plt.subplots(figsize=(12, 7)) # 设置画面大小\n",
    "    sns.heatmap(new_array.T, annot=True,xticklabels= range(1,day+1), yticklabels= True,  cmap=\"YlGnBu\") #绘制热力图\n",
    "    plt.title('第'+str(mon)+'月订单量热力图') #加标题\n",
    "    plt.xlabel(\"日期\") #X轴标签\n",
    "    plt.ylabel(\"小时\") #Y轴标签\n",
    "    plt.savefig('../图片/任务2/任务2.5-'+str(mon)+'热力图.png',dpi=500)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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